{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Accessing <a href=\"https://www.ebi.ac.uk/chembldb/index.php\">ChEMBL</a> Web Service from BioServices</h1>\n",
    "\n",
    "<p>This notebook illustrates some of the ChEMBL web services using BioServices chembl module. </p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from bioservices import ChEMBL\n",
    "%pylab inline\n",
    "matplotlib.rcParams['savefig.dpi'] = 2 * matplotlib.rcParams['savefig.dpi'] \n",
    "     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note: We are going to play with the ChEMBL service here. We will also use Pandas and Matplotlib packages, that are not part of BioServices and not installed with bioservices. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# let us see if pandas is installed indeed\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# First, let us create an instance\n",
    "s = ChEMBL()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compounds related"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first thing is get familiar with the inputs that are expected by most of the functions, which is a valid identifier. ChEMBL identifier are of the form 'CHEMBL' + number e.g, CHEMBL2. Let us see the output:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'compound': {u'acdBasicPka': 6.52,\n",
       "  u'acdLogd': 2.09,\n",
       "  u'acdLogp': 2.14,\n",
       "  u'alogp': 2.11,\n",
       "  u'chemblId': u'CHEMBL2',\n",
       "  u'knownDrug': u'Yes',\n",
       "  u'medChemFriendly': u'Yes',\n",
       "  u'molecularFormula': u'C19H21N5O4',\n",
       "  u'molecularWeight': 383.4,\n",
       "  u'numRo5Violations': 0,\n",
       "  u'passesRuleOfThree': u'No',\n",
       "  u'preferredCompoundName': u'PRAZOSIN',\n",
       "  u'rotatableBonds': 4,\n",
       "  u'smiles': u'COc1cc2nc(nc(N)c2cc1OC)N3CCN(CC3)C(=O)c4occc4',\n",
       "  u'species': u'NEUTRAL',\n",
       "  u'stdInChiKey': u'IENZQIKPVFGBNW-UHFFFAOYSA-N',\n",
       "  u'synonyms': u'CP-12299,Prazosin'}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.get_compounds_by_chemblId('CHEMBL2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a dictionary with information about that particular ChEMBL identifier."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can call the previous method with a list of identifiers instead of just one identifier. We can do that in a systematic way. One issue is that some identifiers do not exists (e.g., CHEMBL7).In that particular case, the number 404 is returned. For instance, here let us try to fetch the first 1000 identifiers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = s.get_compounds_by_chemblId(['CHEMBL%s' % i for i in range(0,1000)])\n",
    "len(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x481bb90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cokelaer/Work/virtualenv/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAI2CAYAAAB0cZhtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/w8wXnU0jYbj+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x78f33d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here this look a bit esoteric but what we do if to remove the 404 numbers\n",
    "# and transform the data into a nice dataframe for easy plotting of some \n",
    "# relevant information \n",
    "data = [dict(this) for this in res if this!=404]\n",
    "data = [x['compound'] for x in data]\n",
    "df = pd.DataFrame(\n",
    "    data, index=[this['chemblId'] for this in data])\n",
    "\n",
    "df.plot(x='molecularWeight', y='alogp', marker='o', kind='scatter', \n",
    "        fontsize=20)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another nice feature from ChEMBL service is to be able to fetch the image\n",
    "representing the formula of the identifier. If view is True, the image is shown in your default viewer. If set to False, you can then read the image yourself (here below with matplotlib) using the output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res = s.get_image_of_compounds_by_chemblId('CHEMBL192', view=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7cb1210>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAH+CAYAAADNpjfmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRoAAAADeCBAAAMAbAQIAAHj7f008mFQEnzB+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7c68890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# images are saved into local files\n",
    "imshow(imread(res['filenames'][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res = s.get_image_of_compounds_by_chemblId('CHEMBL2', view=False, save=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7df2310>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAH+CAYAAADNpjfmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxIj0lGm6noUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7c73cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# alternatively, you may not want to save images into files. \n",
    "# If so, we need to read the binary, that is saved in the 'images' key\n",
    "import StringIO\n",
    "imshow(imread(StringIO.StringIO(res['images'][0])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More functions related to compounds can be found here\n",
    "\n",
    "http://pythonhosted.org//bioservices/references.html#bioservices.chembl.ChEMBL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target related"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res = s.get_all_targets()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SINGLE PROTEIN                  6018\n",
       "ORGANISM                        2136\n",
       "CELL-LINE                       1630\n",
       "PROTEIN COMPLEX                  261\n",
       "TISSUE                           242\n",
       "PROTEIN FAMILY                   217\n",
       "SELECTIVITY GROUP                 97\n",
       "PROTEIN COMPLEX GROUP             44\n",
       "NUCLEIC-ACID                      29\n",
       "PROTEIN-PROTEIN INTERACTION       21\n",
       "SMALL MOLECULE                    18\n",
       "UNKNOWN                           18\n",
       "SUBCELLULAR                        9\n",
       "METAL                              8\n",
       "OLIGOSACCHARIDE                    6\n",
       "PROTEIN NUCLEIC-ACID COMPLEX       6\n",
       "MACROMOLECULE                      5\n",
       "CHIMERIC PROTEIN                   4\n",
       "PHENOTYPE                          2\n",
       "UNCHECKED                          1\n",
       "NO TARGET                          1\n",
       "ADMET                              1\n",
       "Name: targetType, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.targetType.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let us look at the targetType column and plot an histogram counting the number of\n",
    "target types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9362a90>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCEAAAH1CAYAAADI5eRgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMd0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9350990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.targetType.value_counts().plot(kind=\"barh\", logx=True, grid=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are more functions related to targets. Please see \n",
    "\n",
    "http://pythonhosted.org//bioservices/references.html#bioservices.chembl.ChEMBL\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assays related"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CHEMBL1217643'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s._assays_example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'bioactivities': [{u'activity_comment': u'Unspecified',\n",
       "   u'assay_chemblid': u'CHEMBL1217643',\n",
       "   u'assay_description': u'Inhibition of human hERG',\n",
       "   u'assay_type': u'B',\n",
       "   u'bioactivity_type': u'IC50',\n",
       "   u'ingredient_cmpd_chemblid': u'CHEMBL1214402',\n",
       "   u'name_in_reference': u'26',\n",
       "   u'operator': u'=',\n",
       "   u'organism': u'Homo sapiens',\n",
       "   u'parent_cmpd_chemblid': u'CHEMBL1214402',\n",
       "   u'reference': u'Bioorg. Med. Chem. Lett., (2010) 20:15:4359',\n",
       "   u'target_chemblid': u'CHEMBL240',\n",
       "   u'target_confidence': 9,\n",
       "   u'target_name': u'HERG',\n",
       "   u'units': u'nM',\n",
       "   u'value': u'5900'}]}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.get_assays_bioactivities(s._assays_example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
